{"corpus_id":256437093,"paper_sha":"bbb9a9c2ee37ba8ff0aed2ad3b2c5db91e27e74e","doi":"10.3390/data8020029","arxiv_id":null,"pmid":null,"pmcid":null,"mag_id":null,"dblp_id":"journals/data/PanchalNKPNPB23","acl_id":null,"title":"Retinal Fundus Multi-Disease Image Dataset (RFMiD) 2.0: A Dataset of Frequently and Rarely Identified Diseases","year":2023,"publication_date":"2023-01-28","venue":"International Conference on Data Technologies and Applications","journal":{"name":"Data","pages":"29","volume":"8"},"journal_issn":null,"journal_title":null,"publication_types":["JournalArticle"],"pubmed_pub_types":null,"s2_fields_of_study":["Medicine","Computer Science"],"reference_count":0,"citation_count":52,"influential_citation_count":10,"is_open_access":true,"arxiv_categories":null,"arxiv_license":null,"arxiv_journal_ref":null,"mesh_headings":null,"chemicals":null,"comments_corrections":null,"source_flags":1,"s2_open_access_pdf_url":"https://www.mdpi.com/2306-5729/8/2/29/pdf?version=1676879198","s2_open_access_landing_url":"https://www.semanticscholar.org/paper/bbb9a9c2ee37ba8ff0aed2ad3b2c5db91e27e74e","s2_open_access_license":"CCBY","s2_open_access_status":"GOLD","pmc_open_access_pdf_url":null,"pmc_open_access_landing_url":null,"pmc_open_access_license":null,"pmc_open_access_status":null,"unpaywall_open_access_pdf_url":null,"unpaywall_open_access_landing_url":null,"unpaywall_open_access_license":null,"unpaywall_open_access_status":null,"abstract":"Irreversible vision loss is a worldwide threat. Developing a computer-aided diagnosis system to detect retinal fundus diseases is extremely useful and serviceable to ophthalmologists. Early detection, diagnosis, and correct treatment could save the eye’s vision. Nevertheless, an eye may be afflicted with several diseases if proper care is not taken. A single retinal fundus image might be linked to one or more diseases. Age-related macular degeneration, cataracts, diabetic retinopathy, Glaucoma, and uncorrected refractive errors are the leading causes of visual impairment. Our research team at the center of excellence lab has generated a new dataset called the Retinal Fundus Multi-Disease Image Dataset 2.0 (RFMiD2.0). This dataset includes around 860 retinal fundus images, annotated by three eye specialists, and is a multiclass, multilabel dataset. We gathered images from a research facility in Jalna and Nanded, where patients across Maharashtra come for preventative and therapeutic eye care. Our dataset would be the second publicly available dataset consisting of the most frequent diseases, along with some rarely identified diseases. This dataset is auxiliary to the previously published RFMiD dataset. This dataset would be significant for the research and development of artificial intelligence in ophthalmology.","claims":[{"public_id":"cl_87cfb5b0c5357662453363151acfec50","status":"active","text":"Images for RFMiD2.0 were gathered from a research facility in Jalna and Nanded, where patients across Maharashtra come for preventative and therapeutic eye care.","confidence":0.85,"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/claims/cl_87cfb5b0c5357662453363151acfec50"},{"public_id":"cl_7308ff50d3d02a9aa593fb96116d6838","status":"active","text":"RFMiD2.0 is a multiclass, multilabel dataset of around 860 retinal fundus images annotated by three eye specialists, covering frequent and rarely identified diseases.","confidence":0.95,"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/claims/cl_7308ff50d3d02a9aa593fb96116d6838"},{"public_id":"cl_c80202afbba81a63648d1fd00a20dbe5","status":"active","text":"RFMiD2.0 is the second publicly available dataset consisting of the most frequent diseases along with some rarely identified diseases, auxiliary to the previously published RFMiD dataset.","confidence":0.9,"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/claims/cl_c80202afbba81a63648d1fd00a20dbe5"}],"concepts":[{"public_id":"co_0a8d783c133d195a2632f59eaa4bf9f0","status":"active","name":"eye specialists","description":"Three ophthalmologists who annotated the retinal fundus images in RFMiD2.0.","types":["annotator"],"aliases":[],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_0a8d783c133d195a2632f59eaa4bf9f0"},{"public_id":"co_0fdcd671c6bfed76fc7a2c86423a1062","status":"active","name":"RFMiD2.0","description":"The Retinal Fundus Multi-Disease Image Dataset 2.0, a multiclass, multilabel dataset of around 860 retinal fundus images annotated by three eye specialists.","types":["dataset"],"aliases":["Retinal Fundus Multi-Disease Image Dataset 2.0"],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_0fdcd671c6bfed76fc7a2c86423a1062"},{"public_id":"co_51bfd1deee039b2a674c234b5ac341d5","status":"active","name":"Jalna and Nanded research facility","description":"A research facility in Jalna and Nanded, Maharashtra, where fundus images were gathered from patients seeking eye care.","types":["data source"],"aliases":[],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_51bfd1deee039b2a674c234b5ac341d5"},{"public_id":"co_5e0426c06844c2c8f11d12dd402f2eb0","status":"active","name":"multiclass multilabel dataset","description":"A dataset where each image can be associated with one or more disease labels from multiple disease classes.","types":["dataset characteristic"],"aliases":[],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_5e0426c06844c2c8f11d12dd402f2eb0"},{"public_id":"co_7fa2d6e2a5a448bcb3bd8cc0181ac5c9","status":"active","name":"rarely identified diseases","description":"Less common retinal diseases included in RFMiD2.0 alongside frequent diseases.","types":["disease category"],"aliases":[],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_7fa2d6e2a5a448bcb3bd8cc0181ac5c9"},{"public_id":"co_9a1c4c12b738bcf901335a310cfd028b","status":"active","name":"RFMiD dataset","description":"The previously published Retinal Fundus Multi-Disease Image Dataset, to which RFMiD2.0 is auxiliary.","types":["dataset"],"aliases":["RFMiD"],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_9a1c4c12b738bcf901335a310cfd028b"},{"public_id":"co_bb05bccba781cd3ff06ba2de333f3624","status":"active","name":"retinal fundus images","description":"Images of the back of the eye (retina) used to diagnose retinal diseases.","types":["data type"],"aliases":["fundus images"],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_bb05bccba781cd3ff06ba2de333f3624"},{"public_id":"co_d78c9e30a2782b96087c3265ae154c1a","status":"active","name":"frequent diseases","description":"Common retinal diseases such as age-related macular degeneration, cataracts, diabetic retinopathy, glaucoma, and uncorrected refractive errors.","types":["disease category"],"aliases":[],"contributors":[{"id":32,"public_id":"7c402c1b98","public_label":"뀨 (7c402c1b98)","roles":["extraction"],"url":"https://sah.borca.ai/u/7c402c1b98"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":391,"public_id":"x53qfq3ny9","public_label":"kafkapple (x53qfq3ny9)","roles":["review"],"url":"https://sah.borca.ai/u/x53qfq3ny9"}],"url":"https://sah.borca.ai/concepts/co_d78c9e30a2782b96087c3265ae154c1a"}],"external_ids":{"DOI":"10.3390/data8020029","ArXiv":null,"PubMed":null,"PubMedCentral":null,"MAG":null,"DBLP":"journals/data/PanchalNKPNPB23","ACL":null},"open_access":{"is_open_access":true,"pdf_url":"https://www.mdpi.com/2306-5729/8/2/29/pdf?version=1676879198","landing_url":"https://www.semanticscholar.org/paper/bbb9a9c2ee37ba8ff0aed2ad3b2c5db91e27e74e","source":"semantic_scholar","pdf_url_source":"semantic_scholar_open_access_pdf","license":"CCBY","status":"GOLD","reason":null},"reference_availability":{"status":"unknown","references_indexed":false,"full_text_available":false,"full_text_source":null,"count_basis":"semantic_scholar_metadata","extraction_status":"not_applicable","reason":null},"source":{"provider":"episteme2","base_corpus":"semantic_scholar_dump","freshness_mode":"unknown","basis":["semantic_scholar_metadata","postgres_metadata"],"limits":["paper metadata is based on indexed upstream scholarly datasets","claims and concepts are available only for extracted papers","absence of claims or concepts means no extracted graph data is available in this response"],"status":"available","degraded":false,"degraded_reasons":[],"diagnostics":{"status":"available","degraded":false,"degraded_reasons":[],"metadata_status":"available","graph_status":"available","abstract_status":"available"},"source_flags":1},"paper_id":637191,"paper_uid":"8d12c89f-61c9-4769-b1c4-129c81b32a09","canonical_identity":{"paper_id":637191,"paper_uid":"8d12c89f-61c9-4769-b1c4-129c81b32a09","identity_status":"available","lookup_basis":"semantic_scholar_external_id","compatibility_path":"corpus_id"},"url":"https://sah.borca.ai/papers/256437093"}